{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.Series(np.random.randn(1000),\n",
    "                 index = np.arange(1000))\n",
    "data = data.cumsum()\n",
    "data.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          A         B         C         D\n",
      "0 -0.417210 -0.910214  0.618733  0.984593\n",
      "1 -0.790182 -0.149110  1.535439 -1.679979\n",
      "2 -1.096460  1.023713  1.395997 -2.884035\n",
      "3 -0.805494  1.087449  3.117440 -2.838159\n",
      "4 -0.792450  0.475655  3.554160 -1.885532\n"
     ]
    }
   ],
   "source": [
    "data = pd.DataFrame(np.random.randn(1000, 4),\n",
    "                    index = np.arange(1000),\n",
    "                    columns = list(\"ABCD\"))\n",
    "data = data.cumsum()\n",
    "print (data.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = data.plot.scatter(x='A', y='B', color='DarkBlue', label='Class1')\n",
    "data.plot.scatter(x='A', y='C', color='DarkGreen', label='Class2', ax=ax)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
